The letter lay on Sarah’s desk, the crispness of the aged paper a stark contrast to the chaos of her current situation. Her father, the man who had always been a rock, a pillar of strength, had, it turned out, been a coward. The letter was a confession, of sorts. A plea to be let go before he was fired.

She picked up the phone. She felt a coldness creep through her. The words she spoke were measured, each syllable laced with a deliberate precision. This information would ruin him. And he deserved it.

Sarah smiled at the thought of her father's reaction.

Emotion: vindictive

Cluster: Defiance / Spite
PC1 (Valence): 2.55 Positive
PC2 (Disposition): 4.22

Role in Research

This story is one of 1,000 stories generated for the emotion vindictive. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 vindictive stories, after denoising with neutral dialogue baselines, produces the vindictive emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vindictive vector is projected through the unembedding matrix.

Promoted:
de0.878
la0.516
😈0.509
l0.504
diplom0.476
Suppressed:
own-1.035
此刻-0.573
గుర్త-0.532
熟悉的-0.526
ness-0.509